Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	124494
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	11.4 MiB
Average record size in memory	96.0 B

Variable types

DateTime	1
Text	1
Categorical	1
Numeric	9

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`metric7` is highly overall correlated with `metric8`	High correlation
`metric8` is highly overall correlated with `metric7`	High correlation
`failure` is highly imbalanced (99.0%)	Imbalance
`metric2` is highly skewed (γ1 = 23.8579234)	Skewed
`metric3` is highly skewed (γ1 = 82.712278)	Skewed
`metric4` is highly skewed (γ1 = 41.50261118)	Skewed
`metric7` is highly skewed (γ1 = 73.47645637)	Skewed
`metric8` is highly skewed (γ1 = 73.47645637)	Skewed
`metric9` is highly skewed (γ1 = 49.89927809)	Skewed
`metric2` has 118110 (94.9%) zeros	Zeros
`metric3` has 115359 (92.7%) zeros	Zeros
`metric4` has 115156 (92.5%) zeros	Zeros
`metric7` has 123036 (98.8%) zeros	Zeros
`metric8` has 123036 (98.8%) zeros	Zeros
`metric9` has 97358 (78.2%) zeros	Zeros

Reproduction

Analysis started	2024-03-19 05:09:08.920756
Analysis finished	2024-03-19 05:09:28.011582
Duration	19.09 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

date
Date

Distinct	304
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

Minimum	2015-01-01 00:00:00
Maximum	2015-11-02 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

device
Text

Distinct	1169
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

Length

Max length	9
Median length	8
Mean length	8.000008
Min length	8

Characters and Unicode

Total characters	995953
Distinct characters	35
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	S1F01085
2nd row	S1F0166B
3rd row	S1F01E6Y
4th row	S1F01JE0
5th row	S1F01R2B

Value	Count	Frequency (%)
z1f0qlc1	304	0.2%
w1f0fzpa	304	0.2%
s1f0kycr	304	0.2%
z1f0qk05	304	0.2%
z1f0q8rt	304	0.2%
z1f0ql3n	304	0.2%
w1f0sjj2	304	0.2%
z1f0kjds	304	0.2%
z1f0ge1m	304	0.2%
z1f0gb8a	304	0.2%
Other values (1159)	121454	97.6%

Most occurring characters

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (25)	317573	31.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	593678	59.6%
Decimal Number	402274	40.4%
Other Punctuation	1	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	138461	23.3%
S	76253	12.8%
W	54973	9.3%
Z	39881	6.7%
L	25058	4.2%
K	18757	3.2%
B	17806	3.0%
R	17716	3.0%
J	17511	2.9%
G	17271	2.9%
Other values (14)	169991	28.6%

Decimal Number

Value	Count	Frequency (%)
1	191997	47.7%
0	91213	22.7%
3	23981	6.0%
6	15880	3.9%
5	15303	3.8%
2	14013	3.5%
4	13679	3.4%
7	12224	3.0%
9	12042	3.0%
8	11942	3.0%

Other Punctuation

Value	Count	Frequency (%)
¿	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	593678	59.6%
Common	402275	40.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	138461	23.3%
S	76253	12.8%
W	54973	9.3%
Z	39881	6.7%
L	25058	4.2%
K	18757	3.2%
B	17806	3.0%
R	17716	3.0%
J	17511	2.9%
G	17271	2.9%
Other values (14)	169991	28.6%

Common

Value	Count	Frequency (%)
1	191997	47.7%
0	91213	22.7%
3	23981	6.0%
6	15880	3.9%
5	15303	3.8%
2	14013	3.5%
4	13679	3.4%
7	12224	3.0%
9	12042	3.0%
8	11942	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	995951	> 99.9%
None	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (23)	317571	31.9%

None

Value	Count	Frequency (%)
Ã	1	50.0%
¿	1	50.0%

failure
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

0	124388
1	106

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	124494
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	124494	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	124494	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	124494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

metric1
Real number (ℝ)

Distinct	123877
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.223881 × 10⁸

Minimum	0
Maximum	2.4414048 × 10⁸
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	12090104
Q1	61284762
median	1.2279739 × 10⁸
Q3	1.8330964 × 10⁸
95-th percentile	2.3187385 × 10⁸
Maximum	2.4414048 × 10⁸
Range	2.4414048 × 10⁸
Interquartile range (IQR)	1.2202488 × 10⁸

Descriptive statistics

Standard deviation	70459334
Coefficient of variation (CV)	0.57570411
Kurtosis	-1.1993057
Mean	1.223881 × 10⁸
Median Absolute Deviation (MAD)	61032236
Skewness	-0.011142964
Sum	1.5236585 × 10¹³
Variance	4.9645178 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57192360	26	< 0.1%
89196552	26	< 0.1%
165048912	26	< 0.1%
169490248	23	< 0.1%
57180136	15	< 0.1%
12194976	15	< 0.1%
89162648	15	< 0.1%
165040624	15	< 0.1%
169467344	15	< 0.1%
165045144	13	< 0.1%
Other values (123867)	124305	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	< 0.1%
2048	1	< 0.1%
2056	2	< 0.1%
2168	1	< 0.1%
3784	1	< 0.1%
4224	1	< 0.1%
4480	1	< 0.1%
4560	1	< 0.1%
8280	1	< 0.1%
8616	1	< 0.1%

Value	Count	Frequency (%)
244140480	1	< 0.1%
244138600	1	< 0.1%
244136552	1	< 0.1%
244135688	1	< 0.1%
244133240	1	< 0.1%
244132936	1	< 0.1%
244132752	1	< 0.1%
244131712	1	< 0.1%
244129416	1	< 0.1%
244127840	1	< 0.1%

metric2
Real number (ℝ)

SKEWED ZEROS

Distinct	558
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159.48476

Minimum	0
Maximum	64968
Zeros	118110
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	64968
Range	64968
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2179.6577
Coefficient of variation (CV)	13.666871
Kurtosis	626.82057
Mean	159.48476
Median Absolute Deviation (MAD)	0
Skewness	23.857923
Sum	19854896
Variance	4750907.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118110	94.9%
2344	281	0.2%
8	260	0.2%
24	254	0.2%
40	201	0.2%
4960	175	0.1%
424	169	0.1%
16	166	0.1%
88	152	0.1%
552	140	0.1%
Other values (548)	4586	3.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	118110	94.9%
8	260	0.2%
16	166	0.1%
24	254	0.2%
32	132	0.1%
40	201	0.2%
48	90	0.1%
56	104	0.1%
64	26	< 0.1%
72	35	< 0.1%

Value	Count	Frequency (%)
64968	1	< 0.1%
64792	7	< 0.1%
64784	11	< 0.1%
64776	8	< 0.1%
64736	13	< 0.1%
64728	13	< 0.1%
64584	17	< 0.1%
64472	1	< 0.1%
64464	1	< 0.1%
62296	1	< 0.1%

metric3
Real number (ℝ)

SKEWED ZEROS

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.940455

Minimum	0
Maximum	24929
Zeros	115359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	24929
Range	24929
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	185.74732
Coefficient of variation (CV)	18.685998
Kurtosis	10473.588
Mean	9.940455
Median Absolute Deviation (MAD)	0
Skewness	82.712278
Sum	1237527
Variance	34502.067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	115359	92.7%
1	3274	2.6%
2	749	0.6%
7	298	0.2%
34	293	0.2%
5	278	0.2%
21	269	0.2%
4	268	0.2%
9	262	0.2%
8	251	0.2%
Other values (37)	3193	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115359	92.7%
1	3274	2.6%
2	749	0.6%
3	113	0.1%
4	268	0.2%
5	278	0.2%
7	298	0.2%
8	251	0.2%
9	262	0.2%
10	241	0.2%

Value	Count	Frequency (%)
24929	4	< 0.1%
2693	179	0.1%
2112	6	< 0.1%
1331	240	0.2%
1326	5	< 0.1%
1162	1	< 0.1%
406	84	0.1%
382	5	< 0.1%
377	6	< 0.1%
323	6	< 0.1%

metric4
Real number (ℝ)

SKEWED ZEROS

Distinct	115
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7411201

Minimum	0
Maximum	1666
Zeros	115156
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	1666
Range	1666
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.908507
Coefficient of variation (CV)	13.157339
Kurtosis	2467.9628
Mean	1.7411201
Median Absolute Deviation (MAD)	0
Skewness	41.502611
Sum	216759
Variance	524.79967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115156	92.5%
6	3681	3.0%
1	889	0.7%
2	711	0.6%
3	466	0.4%
12	454	0.4%
4	359	0.3%
10	294	0.2%
112	245	0.2%
5	231	0.2%
Other values (105)	2008	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115156	92.5%
1	889	0.7%
2	711	0.6%
3	466	0.4%
4	359	0.3%
5	231	0.2%
6	3681	3.0%
7	175	0.1%
8	170	0.1%
9	45	< 0.1%

Value	Count	Frequency (%)
1666	9	< 0.1%
1074	6	< 0.1%
1033	3	< 0.1%
841	1	< 0.1%
763	1	< 0.1%
533	1	< 0.1%
529	4	< 0.1%
521	6	< 0.1%
487	18	< 0.1%
486	15	< 0.1%

metric5
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.222669

Minimum	1
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	8
median	10
Q3	12
95-th percentile	58
Maximum	98
Range	97
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	15.943028
Coefficient of variation (CV)	1.1209589
Kurtosis	12.152135
Mean	14.222669
Median Absolute Deviation (MAD)	2
Skewness	3.4836794
Sum	1770637
Variance	254.18014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	22145	17.8%
9	13597	10.9%
11	12792	10.3%
10	11480	9.2%
7	11271	9.1%
12	9843	7.9%
6	8542	6.9%
13	6006	4.8%
14	3517	2.8%
5	3429	2.8%
Other values (50)	21872	17.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	173	0.1%
2	203	0.2%
3	815	0.7%
4	933	0.7%
5	3429	2.8%
6	8542	6.9%
7	11271	9.1%
8	22145	17.8%
9	13597	10.9%
10	11480	9.2%

Value	Count	Frequency (%)
98	224	0.2%
95	672	0.5%
94	224	0.2%
92	448	0.4%
91	215	0.2%
90	357	0.3%
89	224	0.2%
78	224	0.2%
70	224	0.2%
68	448	0.4%

metric6
Real number (ℝ)

Distinct	44838
Distinct (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	260172.66

Minimum	8
Maximum	689161
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	8
5-th percentile	46
Q1	221452
median	249799.5
Q3	310266
95-th percentile	443047.8
Maximum	689161
Range	689153
Interquartile range (IQR)	88814

Descriptive statistics

Standard deviation	99151.079
Coefficient of variation (CV)	0.38109723
Kurtosis	1.9077772
Mean	260172.66
Median Absolute Deviation (MAD)	35382.5
Skewness	-0.37528461
Sum	3.2389935 × 10¹⁰
Variance	9.8309364 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	777	0.6%
44	708	0.6%
27	636	0.5%
26	520	0.4%
29	441	0.4%
36	337	0.3%
35	290	0.2%
52	282	0.2%
45	246	0.2%
28	216	0.2%
Other values (44828)	120041	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	19	< 0.1%
9	172	0.1%
12	51	< 0.1%
18	36	< 0.1%
19	30	< 0.1%
20	6	< 0.1%
21	58	< 0.1%
23	71	0.1%
24	123	0.1%
25	184	0.1%

Value	Count	Frequency (%)
689161	1	< 0.1%
689062	1	< 0.1%
689035	1	< 0.1%
688964	1	< 0.1%
688952	2	< 0.1%
687901	1	< 0.1%
687802	1	< 0.1%
687775	1	< 0.1%
687706	1	< 0.1%
687694	2	< 0.1%

metric7
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29252815

Minimum	0
Maximum	832
Zeros	123036
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	832
Range	832
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.436924
Coefficient of variation (CV)	25.422934
Kurtosis	6876.273
Mean	0.29252815
Median Absolute Deviation (MAD)	0
Skewness	73.476456
Sum	36418
Variance	55.307838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123036	98.8%
8	793	0.6%
16	397	0.3%
24	65	0.1%
48	36	< 0.1%
32	35	< 0.1%
128	23	< 0.1%
40	20	< 0.1%
176	20	< 0.1%
6	13	< 0.1%
Other values (18)	56	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123036	98.8%
6	13	< 0.1%
8	793	0.6%
16	397	0.3%
22	2	< 0.1%
24	65	0.1%
32	35	< 0.1%
40	20	< 0.1%
48	36	< 0.1%
56	6	< 0.1%

Value	Count	Frequency (%)
832	2	< 0.1%
744	1	< 0.1%
736	4	< 0.1%
496	1	< 0.1%
424	1	< 0.1%
312	5	< 0.1%
272	2	< 0.1%
240	1	< 0.1%
216	1	< 0.1%
176	20	< 0.1%

metric8
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29252815

Minimum	0
Maximum	832
Zeros	123036
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	832
Range	832
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.436924
Coefficient of variation (CV)	25.422934
Kurtosis	6876.273
Mean	0.29252815
Median Absolute Deviation (MAD)	0
Skewness	73.476456
Sum	36418
Variance	55.307838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123036	98.8%
8	793	0.6%
16	397	0.3%
24	65	0.1%
48	36	< 0.1%
32	35	< 0.1%
128	23	< 0.1%
40	20	< 0.1%
176	20	< 0.1%
6	13	< 0.1%
Other values (18)	56	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	123036	98.8%
6	13	< 0.1%
8	793	0.6%
16	397	0.3%
22	2	< 0.1%
24	65	0.1%
32	35	< 0.1%
40	20	< 0.1%
48	36	< 0.1%
56	6	< 0.1%

Value	Count	Frequency (%)
832	2	< 0.1%
744	1	< 0.1%
736	4	< 0.1%
496	1	< 0.1%
424	1	< 0.1%
312	5	< 0.1%
272	2	< 0.1%
240	1	< 0.1%
216	1	< 0.1%
176	20	< 0.1%

metric9
Real number (ℝ)

SKEWED ZEROS

Distinct	65
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.451524

Minimum	0
Maximum	18701
Zeros	97358
Zeros (%)	78.2%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11
Maximum	18701
Range	18701
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	191.42562
Coefficient of variation (CV)	15.37367
Kurtosis	4050.1905
Mean	12.451524
Median Absolute Deviation (MAD)	0
Skewness	49.899278
Sum	1550140
Variance	36643.769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97358	78.2%
1	9436	7.6%
2	3722	3.0%
3	2327	1.9%
4	1396	1.1%
6	797	0.6%
7	774	0.6%
5	735	0.6%
8	733	0.6%
10	641	0.5%
Other values (55)	6575	5.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97358	78.2%
1	9436	7.6%
2	3722	3.0%
3	2327	1.9%
4	1396	1.1%
5	735	0.6%
6	797	0.6%
7	774	0.6%
8	733	0.6%
9	335	0.3%

Value	Count	Frequency (%)
18701	5	< 0.1%
10137	4	< 0.1%
7226	5	< 0.1%
2794	6	< 0.1%
2637	84	0.1%
2522	179	0.1%
2270	5	< 0.1%
2269	1	< 0.1%
1864	5	< 0.1%
1165	118	0.1%

Auto

Heatmap
Table

	failure	metric1	metric2	metric3	metric4	metric5	metric6	metric7	metric8	metric9
failure	1.000	0.002	0.054	0.003	0.058	0.004	0.003	0.097	0.097	0.005
metric1	0.002	1.000	-0.001	0.002	0.002	-0.005	-0.003	-0.002	-0.002	-0.003
metric2	0.054	-0.001	1.000	-0.019	0.225	-0.027	-0.077	0.109	0.109	-0.029
metric3	0.003	0.002	-0.019	1.000	0.121	0.107	0.070	-0.010	-0.010	0.390
metric4	0.058	0.002	0.225	0.121	1.000	-0.021	0.012	0.163	0.163	0.049
metric5	0.004	-0.005	-0.027	0.107	-0.021	1.000	0.084	-0.020	-0.020	0.034
metric6	0.003	-0.003	-0.077	0.070	0.012	0.084	1.000	-0.016	-0.016	0.090
metric7	0.097	-0.002	0.109	-0.010	0.163	-0.020	-0.016	1.000	1.000	-0.018
metric8	0.097	-0.002	0.109	-0.010	0.163	-0.020	-0.016	1.000	1.000	-0.018
metric9	0.005	-0.003	-0.029	0.390	0.049	0.034	0.090	-0.018	-0.018	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	date	device	metric1	metric2	metric3	metric4	metric5	metric6	metric7	metric8	metric9
0	1/1/15	S1F01085	215630672	56	0	52	6	407438	0	0	7
1	1/1/15	S1F0166B	61370680	0	3	0	6	403174	0	0	0
2	1/1/15	S1F01E6Y	173295968	0	0	0	12	237394	0	0	0
3	1/1/15	S1F01JE0	79694024	0	0	0	6	410186	0	0	0
4	1/1/15	S1F01R2B	135970480	0	0	0	15	313173	0	0	3
5	1/1/15	S1F01TD5	68837488	0	0	41	6	413535	0	0	1
6	1/1/15	S1F01XDJ	227721632	0	0	0	8	402525	0	0	0
7	1/1/15	S1F023H2	141503600	0	0	1	19	494462	16	16	3
8	1/1/15	S1F02A0J	8217840	0	1	0	14	311869	0	0	0
9	1/1/15	S1F02DZ2	116440096	0	323	9	9	407905	0	0	164

	date	device	metric1	metric2	metric3	metric4	metric5	metric6	metric7	metric8	metric9
124484	11/2/15	W1F0SJJ2	47525320	0	0	0	12	357421	0	0	0
124485	11/2/15	Z1F0GB8A	92823192	0	0	0	9	357127	0	0	0
124486	11/2/15	Z1F0GE1M	222878704	0	0	0	10	349826	0	0	0
124487	11/2/15	Z1F0KJDS	79883648	0	0	0	11	358121	0	0	0
124488	11/2/15	Z1F0KKN4	218765712	0	0	0	9	353525	0	0	0
124489	11/2/15	Z1F0MA1S	18310224	0	0	0	10	353705	8	8	0
124490	11/2/15	Z1F0Q8RT	172556680	96	107	4	11	332792	0	0	13
124491	11/2/15	Z1F0QK05	19029120	4832	0	0	11	350410	0	0	0
124492	11/2/15	Z1F0QL3N	226953408	0	0	0	12	358980	0	0	0
124493	11/2/15	Z1F0QLC1	17572840	0	0	0	10	351431	0	0	0

Most frequently occurring

	date	device	failure	metric1	metric2	metric3	metric4	metric5	metric6	metric7	metric8	metric9	# duplicates
0	7/10/15	S1F0R4Q8	0	192721392	0	0	0	8	213700	0	0	0	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring